{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "23799dc5-c2c7-402b-8611-51f44852a056",
   "metadata": {},
   "source": [
    "Chapter 08\n",
    "\n",
    "# kNN回归\n",
    "Book_7《机器学习》 | 鸢尾花书：从加减乘除到机器学习"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "6b4659e6-4647-4241-abf6-457d019332c9",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn import neighbors, datasets\n",
    "from sklearn.model_selection import StratifiedShuffleSplit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "bb2b1d8b-d770-443c-803a-ee2210e5df54",
   "metadata": {},
   "outputs": [],
   "source": [
    "# import the iris data\n",
    "iris = datasets.load_iris()\n",
    "\n",
    "# Only use the first two features: sepal length, sepal width\n",
    "X = iris.data[:, 0]  # sepal length is the input\n",
    "X = X.reshape(-1, 1) # reshape it to a column vector\n",
    "y = iris.data[:, 1]  # sepal width is the output\n",
    "label = iris.target\n",
    "\n",
    "# Fit regression model\n",
    "n_neighbors = 8"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "499faf8b-7779-4b6e-8c51-00f3c796c766",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create color maps\n",
    "cmap_bold = [[255, 51, 0], [0, 153, 255],[138,138,138]]\n",
    "cmap_bold = np.array(cmap_bold)/255."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "32332ab2-71a1-4588-aff6-19b103bf0544",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i, weights in enumerate(['uniform', 'distance']):\n",
    "    \n",
    "    fig, ax = plt.subplots()\n",
    "    \n",
    "    for i, class_i in enumerate([0, 1, 2]):\n",
    "        \n",
    "        # split the sample data based on the labels\n",
    "        idx = (label == class_i)\n",
    "        \n",
    "        # split data based on class\n",
    "        X_train=X[idx,:]\n",
    "        y_train=y[idx]\n",
    "        \n",
    "        # kNN regressor\n",
    "        knn_regress = neighbors.KNeighborsRegressor(n_neighbors, weights=weights)\n",
    "        \n",
    "        # Query points, Q\n",
    "        Q = np.linspace(X_train.min()-0.2, X_train.max()+0.2, 100)[:, np.newaxis]\n",
    "        \n",
    "        # Fit the data\n",
    "        y_predict = knn_regress.fit(X_train, y_train)\n",
    "        \n",
    "        # Predict based on the regression model\n",
    "        y_predict = knn_regress.predict(Q)\n",
    "        \n",
    "        # Visualizations\n",
    "        plt.scatter(X_train, y_train, color=cmap_bold[i,:], label=iris.target_names[i])\n",
    "        plt.plot(Q, y_predict, color=cmap_bold[i,:]*0.75)\n",
    "        plt.axis('tight')\n",
    "        plt.title(\"kNN regressor, k = %i, weights = '%s')\" \n",
    "                  % (n_neighbors,weights))\n",
    "\n",
    "    plt.xlabel(iris.feature_names[0])\n",
    "    plt.ylabel(iris.feature_names[1])\n",
    "    ax.grid(linestyle='--', linewidth=0.25, color=[0.5,0.5,0.5])\n",
    "    plt.tight_layout()\n",
    "    plt.axis('equal')\n",
    "    plt.legend()\n",
    "    plt.show()"
   ]
  }
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